{"id":"W4413856531","doi":"10.1093/noajnl/vdaf166.006","title":"17 CHROMOSOME 1P LOSS AND 1Q GAIN ARE HIGHLY PROGNOSTIC AND CAN INFORM WHO GRADING OF MENINGIOMA","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grading (engineering); Meningioma; Medicine; Oncology; Biology; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007348667,0.0003051377,0.0002202186,0.001115653,0.000188358,0.0006709005,0.0002706912,0.0002408793,0.002721178],"category_scores_gemma":[0.003915177,0.0001332174,0.0002086878,0.000687139,0.0002583461,0.0003249506,0.0003155933,0.0003202119,0.0004351219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004527705,"about_ca_system_score_gemma":0.0003717774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01332657,"about_ca_topic_score_gemma":0.0252946,"domain_scores_codex":[0.9997372,0.00005766879,0.00002530703,0.00004314187,0.00008735475,0.00004938939],"domain_scores_gemma":[0.9983902,0.0003163302,0.000683876,0.0001197386,0.0002872215,0.0002026683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001893018,0.000005850362,0.9929491,0.000005706298,0.00002491378,0.00006061144,0.00002170023,0.0001017313,0.0005894139,0.00001444179,0.0003467279,0.005690591],"study_design_scores_gemma":[0.00000776068,0.00006660285,0.9976985,0.00001286132,0.0000480223,0.0003276703,0.00007947595,0.0006300273,0.000441221,0.0000835143,0.0006001472,0.000004209349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951363,0.0008328339,0.0005659383,0.0002535101,0.0000315279,0.00001289327,0.0008895465,0.000022476,0.002254965],"genre_scores_gemma":[0.9986055,0.0002325403,0.0002063054,0.0000181647,0.00002131082,0.000004546593,0.0004423623,0.00000308115,0.000466168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01332657,"threshold_uncertainty_score":0.02649802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271839464316366,"score_gpt":0.2868064403214995,"score_spread":0.2740880456783358,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}